{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c0ba338b-f123-46bb-b045-c4b1c3dd5684",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pytorch_lightning as pl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from neuralforecast import NeuralForecast\n",
    "from neuralforecast.models import MLP, NBEATS\n",
    "from neuralforecast.losses.pytorch import MAE\n",
    "from neuralforecast.tsdataset import TimeSeriesDataset\n",
    "from neuralforecast.utils import AirPassengers, AirPassengersPanel, AirPassengersStatic, augment_calendar_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a00b174d-1df1-4c0d-8eb4-41c0a7455854",
   "metadata": {},
   "outputs": [],
   "source": [
    "AirPassengersPanel, calendar_cols = augment_calendar_df(df=AirPassengersPanel, freq='M')\n",
    "\n",
    "Y_train_df = AirPassengersPanel[AirPassengersPanel.ds<AirPassengersPanel['ds'].values[-12]]\n",
    "Y_test_df = AirPassengersPanel[AirPassengersPanel.ds>=AirPassengersPanel['ds'].values[-12]].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d1c3879e-874a-44fa-a060-e2e9974d2942",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The predictions were obtained by running a separate Python script in an EC2 instance with GPU.\n",
    "timellm_preds = [\n",
    "    431.72, 413.41, 452.68, 462.88, 485.95, 504.97, 532.37, 495.13, 500.83, 476.60, 479.17, 498.57,\n",
    "    731.65, 713.59, 753.33, 762.89, 786.24, 805.15, 832.91, 795.53, 801.30, 776.58, 779.35, 798.53\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "48a340ce-38e1-4449-94b1-facc490db806",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>trend</th>\n",
       "      <th>y_[lag12]</th>\n",
       "      <th>month</th>\n",
       "      <th>TimeLLM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-01-31</td>\n",
       "      <td>417.0</td>\n",
       "      <td>132</td>\n",
       "      <td>360.0</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>431.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-02-29</td>\n",
       "      <td>391.0</td>\n",
       "      <td>133</td>\n",
       "      <td>342.0</td>\n",
       "      <td>-0.409091</td>\n",
       "      <td>413.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-03-31</td>\n",
       "      <td>419.0</td>\n",
       "      <td>134</td>\n",
       "      <td>406.0</td>\n",
       "      <td>-0.318182</td>\n",
       "      <td>452.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-04-30</td>\n",
       "      <td>461.0</td>\n",
       "      <td>135</td>\n",
       "      <td>396.0</td>\n",
       "      <td>-0.227273</td>\n",
       "      <td>462.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-05-31</td>\n",
       "      <td>472.0</td>\n",
       "      <td>136</td>\n",
       "      <td>420.0</td>\n",
       "      <td>-0.136364</td>\n",
       "      <td>485.95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  unique_id         ds      y  trend  y_[lag12]     month  TimeLLM\n",
       "0  Airline1 1960-01-31  417.0    132      360.0 -0.500000   431.72\n",
       "1  Airline1 1960-02-29  391.0    133      342.0 -0.409091   413.41\n",
       "2  Airline1 1960-03-31  419.0    134      406.0 -0.318182   452.68\n",
       "3  Airline1 1960-04-30  461.0    135      396.0 -0.227273   462.88\n",
       "4  Airline1 1960-05-31  472.0    136      420.0 -0.136364   485.95"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_test_df['TimeLLM'] = timellm_preds\n",
    "Y_test_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b2b3f5be-8040-4314-92ef-ef809b007e3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train1_df = Y_train_df[Y_train_df.unique_id == 'Airline1']\n",
    "train2_df = Y_train_df[Y_train_df.unique_id == 'Airline2']\n",
    "\n",
    "airline1_df = Y_test_df[Y_test_df.unique_id == 'Airline1']\n",
    "airline2_df = Y_test_df[Y_test_df.unique_id == 'Airline2']\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(ncols=1, nrows=2, figsize=(16,8))\n",
    "\n",
    "ax1.plot(train1_df['ds'], train1_df['y'])\n",
    "ax1.plot(airline1_df['ds'], airline1_df['y'], label='Actual')\n",
    "ax1.plot(airline1_df['ds'], airline1_df['TimeLLM'], label='TimeLLM', ls='--', color='green')\n",
    "ax1.legend(loc='best')\n",
    "ax1.set_xlabel('Time')\n",
    "ax1.set_ylabel('Monthly passengers')\n",
    "\n",
    "ax2.plot(train2_df['ds'], train2_df['y'])\n",
    "ax2.plot(airline2_df['ds'], airline2_df['y'], label='Actual')\n",
    "ax2.plot(airline2_df['ds'], airline2_df['TimeLLM'], label='TimeLLM', ls='--', color='green')\n",
    "ax2.legend(loc='best')\n",
    "ax2.set_xlabel('Time')\n",
    "ax2.set_ylabel('Monthly passengers')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7bcc608f-ff51-481f-8103-12285542c9ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 1\n",
      "Global seed set to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 99: 100%|████████████████| 1/1 [00:00<00:00, 10.64it/s, v_num=108, train_loss_step=11.40, train_loss_epoch=11.60]\n",
      "Validation: 0it [00:00, ?it/s]\u001b[A\n",
      "Validation:   0%|                                                                                | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Validation DataLoader 0:   0%|                                                                   | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Epoch 99: 100%|█| 1/1 [00:00<00:00,  8.26it/s, v_num=108, train_loss_step=11.40, train_loss_epoch=11.60, valid_loss=15.\u001b[A\n",
      "Epoch 99: 100%|█| 1/1 [00:00<00:00,  7.81it/s, v_num=108, train_loss_step=11.40, train_loss_epoch=11.40, valid_loss=15.\u001b[A\n",
      "Epoch 99: 100%|████████████████| 1/1 [00:00<00:00, 22.73it/s, v_num=109, train_loss_step=19.90, train_loss_epoch=17.40]\n",
      "Validation: 0it [00:00, ?it/s]\u001b[A\n",
      "Validation:   0%|                                                                                | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Validation DataLoader 0:   0%|                                                                   | 0/1 [00:00<?, ?it/s]\u001b[A\n",
      "Epoch 99: 100%|█| 1/1 [00:00<00:00, 15.38it/s, v_num=109, train_loss_step=19.90, train_loss_epoch=17.40, valid_loss=25.\u001b[A\n",
      "Epoch 99: 100%|█| 1/1 [00:00<00:00, 13.89it/s, v_num=109, train_loss_step=19.90, train_loss_epoch=19.90, valid_loss=25.\u001b[A\n",
      "Predicting DataLoader 0: 100%|██████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 142.86it/s]\n",
      "Predicting DataLoader 0: 100%|██████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 166.69it/s]\n"
     ]
    }
   ],
   "source": [
    "nbeats = NBEATS(h=12, input_size=36, max_steps=100)\n",
    "mlp = MLP(h=12, input_size=36, max_steps=100)\n",
    "\n",
    "nf = NeuralForecast(models=[nbeats, mlp], freq='M')\n",
    "\n",
    "nf.fit(df=Y_train_df, val_size=12)\n",
    "forecasts = nf.predict(futr_df=Y_test_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4df8f109-72c9-464f-937d-c55c54faa7aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>trend</th>\n",
       "      <th>y_[lag12]</th>\n",
       "      <th>month</th>\n",
       "      <th>TimeLLM</th>\n",
       "      <th>NBEATS</th>\n",
       "      <th>MLP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-01-31</td>\n",
       "      <td>417.0</td>\n",
       "      <td>132</td>\n",
       "      <td>360.0</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>431.72</td>\n",
       "      <td>429.652222</td>\n",
       "      <td>390.038116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-02-29</td>\n",
       "      <td>391.0</td>\n",
       "      <td>133</td>\n",
       "      <td>342.0</td>\n",
       "      <td>-0.409091</td>\n",
       "      <td>413.41</td>\n",
       "      <td>408.076660</td>\n",
       "      <td>394.938171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-03-31</td>\n",
       "      <td>419.0</td>\n",
       "      <td>134</td>\n",
       "      <td>406.0</td>\n",
       "      <td>-0.318182</td>\n",
       "      <td>452.68</td>\n",
       "      <td>461.898315</td>\n",
       "      <td>378.306244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-04-30</td>\n",
       "      <td>461.0</td>\n",
       "      <td>135</td>\n",
       "      <td>396.0</td>\n",
       "      <td>-0.227273</td>\n",
       "      <td>462.88</td>\n",
       "      <td>457.968140</td>\n",
       "      <td>420.436401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-05-31</td>\n",
       "      <td>472.0</td>\n",
       "      <td>136</td>\n",
       "      <td>420.0</td>\n",
       "      <td>-0.136364</td>\n",
       "      <td>485.95</td>\n",
       "      <td>459.106873</td>\n",
       "      <td>449.230286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-06-30</td>\n",
       "      <td>535.0</td>\n",
       "      <td>137</td>\n",
       "      <td>472.0</td>\n",
       "      <td>-0.045455</td>\n",
       "      <td>504.97</td>\n",
       "      <td>539.925903</td>\n",
       "      <td>542.813293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-07-31</td>\n",
       "      <td>622.0</td>\n",
       "      <td>138</td>\n",
       "      <td>548.0</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>532.37</td>\n",
       "      <td>615.352356</td>\n",
       "      <td>603.128296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-08-31</td>\n",
       "      <td>606.0</td>\n",
       "      <td>139</td>\n",
       "      <td>559.0</td>\n",
       "      <td>0.136364</td>\n",
       "      <td>495.13</td>\n",
       "      <td>636.909851</td>\n",
       "      <td>592.927979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-09-30</td>\n",
       "      <td>508.0</td>\n",
       "      <td>140</td>\n",
       "      <td>463.0</td>\n",
       "      <td>0.227273</td>\n",
       "      <td>500.83</td>\n",
       "      <td>566.733887</td>\n",
       "      <td>535.150879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-10-31</td>\n",
       "      <td>461.0</td>\n",
       "      <td>141</td>\n",
       "      <td>407.0</td>\n",
       "      <td>0.318182</td>\n",
       "      <td>476.60</td>\n",
       "      <td>467.454681</td>\n",
       "      <td>443.806427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-11-30</td>\n",
       "      <td>390.0</td>\n",
       "      <td>142</td>\n",
       "      <td>362.0</td>\n",
       "      <td>0.409091</td>\n",
       "      <td>479.17</td>\n",
       "      <td>410.813232</td>\n",
       "      <td>391.752106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Airline1</td>\n",
       "      <td>1960-12-31</td>\n",
       "      <td>432.0</td>\n",
       "      <td>143</td>\n",
       "      <td>405.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>498.57</td>\n",
       "      <td>446.481720</td>\n",
       "      <td>402.918732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-01-31</td>\n",
       "      <td>717.0</td>\n",
       "      <td>276</td>\n",
       "      <td>660.0</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>731.65</td>\n",
       "      <td>731.256226</td>\n",
       "      <td>676.902344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-02-29</td>\n",
       "      <td>691.0</td>\n",
       "      <td>277</td>\n",
       "      <td>642.0</td>\n",
       "      <td>-0.409091</td>\n",
       "      <td>713.59</td>\n",
       "      <td>714.542847</td>\n",
       "      <td>685.009399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-03-31</td>\n",
       "      <td>719.0</td>\n",
       "      <td>278</td>\n",
       "      <td>706.0</td>\n",
       "      <td>-0.318182</td>\n",
       "      <td>753.33</td>\n",
       "      <td>763.300903</td>\n",
       "      <td>659.233948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-04-30</td>\n",
       "      <td>761.0</td>\n",
       "      <td>279</td>\n",
       "      <td>696.0</td>\n",
       "      <td>-0.227273</td>\n",
       "      <td>762.89</td>\n",
       "      <td>759.639771</td>\n",
       "      <td>712.439392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-05-31</td>\n",
       "      <td>772.0</td>\n",
       "      <td>280</td>\n",
       "      <td>720.0</td>\n",
       "      <td>-0.136364</td>\n",
       "      <td>786.24</td>\n",
       "      <td>765.877380</td>\n",
       "      <td>737.759033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-06-30</td>\n",
       "      <td>835.0</td>\n",
       "      <td>281</td>\n",
       "      <td>772.0</td>\n",
       "      <td>-0.045455</td>\n",
       "      <td>805.15</td>\n",
       "      <td>845.322144</td>\n",
       "      <td>858.162720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-07-31</td>\n",
       "      <td>922.0</td>\n",
       "      <td>282</td>\n",
       "      <td>848.0</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>832.91</td>\n",
       "      <td>926.167236</td>\n",
       "      <td>915.409119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-08-31</td>\n",
       "      <td>906.0</td>\n",
       "      <td>283</td>\n",
       "      <td>859.0</td>\n",
       "      <td>0.136364</td>\n",
       "      <td>795.53</td>\n",
       "      <td>950.191528</td>\n",
       "      <td>908.086182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-09-30</td>\n",
       "      <td>808.0</td>\n",
       "      <td>284</td>\n",
       "      <td>763.0</td>\n",
       "      <td>0.227273</td>\n",
       "      <td>801.30</td>\n",
       "      <td>877.270264</td>\n",
       "      <td>845.053955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-10-31</td>\n",
       "      <td>761.0</td>\n",
       "      <td>285</td>\n",
       "      <td>707.0</td>\n",
       "      <td>0.318182</td>\n",
       "      <td>776.58</td>\n",
       "      <td>771.031006</td>\n",
       "      <td>745.643066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-11-30</td>\n",
       "      <td>690.0</td>\n",
       "      <td>286</td>\n",
       "      <td>662.0</td>\n",
       "      <td>0.409091</td>\n",
       "      <td>779.35</td>\n",
       "      <td>706.589600</td>\n",
       "      <td>691.674438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Airline2</td>\n",
       "      <td>1960-12-31</td>\n",
       "      <td>732.0</td>\n",
       "      <td>287</td>\n",
       "      <td>705.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>798.53</td>\n",
       "      <td>748.886169</td>\n",
       "      <td>706.392456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   unique_id         ds      y  trend  y_[lag12]     month  TimeLLM  \\\n",
       "0   Airline1 1960-01-31  417.0    132      360.0 -0.500000   431.72   \n",
       "1   Airline1 1960-02-29  391.0    133      342.0 -0.409091   413.41   \n",
       "2   Airline1 1960-03-31  419.0    134      406.0 -0.318182   452.68   \n",
       "3   Airline1 1960-04-30  461.0    135      396.0 -0.227273   462.88   \n",
       "4   Airline1 1960-05-31  472.0    136      420.0 -0.136364   485.95   \n",
       "5   Airline1 1960-06-30  535.0    137      472.0 -0.045455   504.97   \n",
       "6   Airline1 1960-07-31  622.0    138      548.0  0.045455   532.37   \n",
       "7   Airline1 1960-08-31  606.0    139      559.0  0.136364   495.13   \n",
       "8   Airline1 1960-09-30  508.0    140      463.0  0.227273   500.83   \n",
       "9   Airline1 1960-10-31  461.0    141      407.0  0.318182   476.60   \n",
       "10  Airline1 1960-11-30  390.0    142      362.0  0.409091   479.17   \n",
       "11  Airline1 1960-12-31  432.0    143      405.0  0.500000   498.57   \n",
       "12  Airline2 1960-01-31  717.0    276      660.0 -0.500000   731.65   \n",
       "13  Airline2 1960-02-29  691.0    277      642.0 -0.409091   713.59   \n",
       "14  Airline2 1960-03-31  719.0    278      706.0 -0.318182   753.33   \n",
       "15  Airline2 1960-04-30  761.0    279      696.0 -0.227273   762.89   \n",
       "16  Airline2 1960-05-31  772.0    280      720.0 -0.136364   786.24   \n",
       "17  Airline2 1960-06-30  835.0    281      772.0 -0.045455   805.15   \n",
       "18  Airline2 1960-07-31  922.0    282      848.0  0.045455   832.91   \n",
       "19  Airline2 1960-08-31  906.0    283      859.0  0.136364   795.53   \n",
       "20  Airline2 1960-09-30  808.0    284      763.0  0.227273   801.30   \n",
       "21  Airline2 1960-10-31  761.0    285      707.0  0.318182   776.58   \n",
       "22  Airline2 1960-11-30  690.0    286      662.0  0.409091   779.35   \n",
       "23  Airline2 1960-12-31  732.0    287      705.0  0.500000   798.53   \n",
       "\n",
       "        NBEATS         MLP  \n",
       "0   429.652222  390.038116  \n",
       "1   408.076660  394.938171  \n",
       "2   461.898315  378.306244  \n",
       "3   457.968140  420.436401  \n",
       "4   459.106873  449.230286  \n",
       "5   539.925903  542.813293  \n",
       "6   615.352356  603.128296  \n",
       "7   636.909851  592.927979  \n",
       "8   566.733887  535.150879  \n",
       "9   467.454681  443.806427  \n",
       "10  410.813232  391.752106  \n",
       "11  446.481720  402.918732  \n",
       "12  731.256226  676.902344  \n",
       "13  714.542847  685.009399  \n",
       "14  763.300903  659.233948  \n",
       "15  759.639771  712.439392  \n",
       "16  765.877380  737.759033  \n",
       "17  845.322144  858.162720  \n",
       "18  926.167236  915.409119  \n",
       "19  950.191528  908.086182  \n",
       "20  877.270264  845.053955  \n",
       "21  771.031006  745.643066  \n",
       "22  706.589600  691.674438  \n",
       "23  748.886169  706.392456  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_test_df[['NBEATS', 'MLP']] = forecasts[['NBEATS', 'MLP']].values\n",
    "Y_test_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fee3c4fc-efdf-40d8-9d64-25b040673ca1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train1_df = Y_train_df[Y_train_df.unique_id == 'Airline1']\n",
    "train2_df = Y_train_df[Y_train_df.unique_id == 'Airline2']\n",
    "\n",
    "airline1_df = Y_test_df[Y_test_df.unique_id == 'Airline1']\n",
    "airline2_df = Y_test_df[Y_test_df.unique_id == 'Airline2']\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(ncols=1, nrows=2, figsize=(16,8))\n",
    "\n",
    "ax1.plot(train1_df['ds'], train1_df['y'])\n",
    "ax1.plot(airline1_df['ds'], airline1_df['y'], label='Actual')\n",
    "ax1.plot(airline1_df['ds'], airline1_df['TimeLLM'], label='TimeLLM', ls='--', color='green')\n",
    "ax1.plot(airline1_df['ds'], airline1_df['MLP'], label='MLP', ls='-.', color='red')\n",
    "ax1.plot(airline1_df['ds'], airline1_df['NBEATS'], label='NBEATS', ls=':', color='black')\n",
    "ax1.legend(loc='best')\n",
    "ax1.set_xlabel('Time')\n",
    "ax1.set_ylabel('Monthly passengers')\n",
    "\n",
    "ax2.plot(train2_df['ds'], train2_df['y'])\n",
    "ax2.plot(airline2_df['ds'], airline2_df['y'], label='Actual')\n",
    "ax2.plot(airline2_df['ds'], airline2_df['TimeLLM'], label='TimeLLM', ls='--', color='green')\n",
    "ax2.plot(airline2_df['ds'], airline2_df['MLP'], label='MLP', ls='-.', color='red')\n",
    "ax2.plot(airline2_df['ds'], airline2_df['NBEATS'], label='NBEATS', ls=':', color='black')\n",
    "ax2.legend(loc='best')\n",
    "ax2.set_xlabel('Time')\n",
    "ax2.set_ylabel('Monthly passengers')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9b475b37-39eb-4991-bf2e-cd9fa5c86a11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_e2333_row0_col1 {\n",
       "  background-color: lightgreen;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_e2333\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e2333_level0_col0\" class=\"col_heading level0 col0\" >Time-LLM</th>\n",
       "      <th id=\"T_e2333_level0_col1\" class=\"col_heading level0 col1\" >N-BEATS</th>\n",
       "      <th id=\"T_e2333_level0_col2\" class=\"col_heading level0 col2\" >MLP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e2333_level0_row0\" class=\"row_heading level0 row0\" >mae</th>\n",
       "      <td id=\"T_e2333_row0_col0\" class=\"data row0 col0\" >41.289583</td>\n",
       "      <td id=\"T_e2333_row0_col1\" class=\"data row0 col1\" >20.523328</td>\n",
       "      <td id=\"T_e2333_row0_col2\" class=\"data row0 col2\" >22.918771</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x237d14bca30>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from neuralforecast.losses.numpy import mae\n",
    "\n",
    "mae_timellm = mae(Y_test_df['y'], Y_test_df['TimeLLM'])\n",
    "mae_nbeats = mae(Y_test_df['y'], Y_test_df['NBEATS'])\n",
    "mae_mlp = mae(Y_test_df['y'], Y_test_df['MLP'])\n",
    "\n",
    "data = {'Time-LLM': [mae_timellm], \n",
    "       'N-BEATS': [mae_nbeats],\n",
    "       'MLP': [mae_mlp]}\n",
    "\n",
    "metrics_df = pd.DataFrame(data=data)\n",
    "metrics_df.index = ['mae']\n",
    "\n",
    "metrics_df.style.highlight_min(color='lightgreen', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6986c91c-d260-4776-ae34-f931ec8edb9d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
